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Core Methods

51,083 papers (8 classified directly here)

Subtopics · a paper can sit in several, so these overlap

Representation Learning (22,308) Classification (15,497) Regression (5,281) Clustering (3,809) Embedding Learning (3,795) Metric Learning (2,938) Graph Neural Networks (1,211) Graphical Models (1,093) Feature Learning (891) Kernel Methods (795) Dimensionality Reduction (780) Interpretability (512) Feature Selection (511) Matrix Factorization (408) Ranking (315) Ensemble Methods (300) Support Vector Machine (295) Anomaly Detection (281) Sequence Modeling (244) Structured Prediction (237) Sequence Labeling (157) Topic Modeling (150) Sparse Coding (140) Matrix Completion (131) Neural Networks (114) Retrieval (105) Density Estimation (104) Estimation (83) Inference (56) Decision Tree (50) Feature Extraction (40) Model Selection (39) Prediction (35) Information Extraction (7)

Papers per year

4
51
357
966
4,853
5,823
2000
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Papers (including subtopics)

AjamiMorph: Zero-Annotation Morphological Discovery for Hausa Ajami via Multi-Method Consensus EACL 2026 AKCIT at SemEval-2026 Task 13: A Lightweight LightGBM Baseline for Cross-Language Detection of LLM-Generated Code SemEval 2026 ALEX:A Light Editing-knowledge Extractor AAAI 2026 Aligning Paralinguistic Understanding and Generation in Speech LLMs via Multi-Task Reinforcement Learning EACL 2026 Aligning Text, Code, and Vision: A Multi-Objective Reinforcement Learning Framework for Text-to-Visualization EACL 2026 A Little More Like This: Text-to-Image Retrieval with Vision-Language Models Using Relevance Feedback WACV 2026 AlphaLyrae at SemEval-2026 Task 9: Metric Learning and Asymmetric Loss for Chinese Polarization Analysis SemEval 2026 A Martingale Kernel Two-Sample Test ALT 2026 Ambiguity-Tolerant Cross-Modal Hashing with Partial Labels AAAI 2026 A More Efficient Reduction from Outlier-Aware to Outlier-Free k-Median AAAI 2026 A Multimodal EEG-Eye Movement Model for Automatic Depression Detection AAAI 2026 A Multi-Task Learning Framework for Modeling Engagement and Topic-Sensitive Responses in Arabic Women’s Discourse EACL 2026 Analyzing Hate Speech Amplification on Fringe Platforms ACL 2026 Anatomy-VLM: A Fine-grained Vision-Language Model for Medical Interpretation WACV 2026 Anchor-Driven Nyström for Deep Graph-Level Clustering AAAI 2026 Anchor-Guided Discriminative Subspace Alignment and Clustering for Cross-Scene Hyperspectral Imagery AAAI 2026 A Network of Biologically Inspired Rectified Spectral Units (ReSUs) Learns Hierarchical Features Without Error Backpropagation AAAI 2026 An Evaluation of Classifiers for Mapping Generative LLM Responses to Answer Options of Multiple-choice Questionnaires EACL 2026 An Invariant Latent Space Perspective on Language Model Inversion AAAI 2026 An MRP Formulation for Supervised Learning: Generalized Temporal Difference Learning Models (Abstract Reprint) AAAI 2026 A Novel Retrieve-Read-Group Paradigm for Open Knowledge Base Canonicalization AAAI 2026 Anti-Degradation Lifelong Multi-View Clustering CVPR 2026 A Paradigm Shift in High-Resolution Depth Estimation Using SPAD-Based LiDAR Histograms: From Signal Filtering to Lightweight Similarity Learning AAAI 2026 A Perfectly Truthful Calibration Measure COLT 2026 Appearance Discrepancy-guided Sequence Hybrid Masking for Robust Scene Text Recognition AAAI 2026